University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor Marco César Prado Soares , Thiago Destri Cabral, Pedro Machado Lazari, Matheus dos Santos Rodrigues, Gildo Santos Rodrigues, and Eric Fujiwara School of Mechanical Engineering , University of Campinas, SP, Brazil 1 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction Industry 4.0 : ● Application of novel mathematical and computer-based methods for the optimization and monitoring of systems , with social, economic, and environmental repercussions on the activities. ● This new period relies on the development of new sensor technologies capable of collecting, distributing, and delivering information by themselves. 2 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction Industry 4.0 in Chemical and Biochemical Industries : ● In such industries, the increase on the data availability and of the portability of the monitoring devices has potential for enhancing: ● Safety; ● Productivity; ● Energy-use efficiency; ● Environmental sustainability; ● Product quality; ● General process performance. 3 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction – Chemical and Biochemical Assessment ● Still based on: ● High-performance liquid chromatography (HPLC); UV-Vis spectrophotometer ● Gas chromatography (GC); ● Coupled techniques like GC coupled to mass spectrometry (GC-MS) and enzyme-linked HPLC system (liquid immunosorbent assay (ELISA). chromatograph) Centrifuge 4 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction – Chemical and Biochemical Assessment Such methods are sensitive, reliable, and precise, but: ● Demand expensive and bulky instrumentation; ● Highly trained technicians; ● Procedures that require a long analysis time. The use of compact, real-time sensors allows the monitoring, control, and screening of the best process conditions. 5 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction – Chemical and Biochemical Assessment Optical Fiber Sensors (OFSs) on Chemical and Biochemical systems : many advantages ● Reduced mass; ● Low energy costs; ● Resistance to electromagnetic interference; ● Remote sensing capability; ● High environmental resistance, being inert to both chemical and biological agents; ● Reduced fabrication costs, making the sensors suitable for mass-fabrication . 6 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 1. Introduction – Approach of this Work A portable smartphone-based optical fiber sensing platform is designed for the monitoring of fed-batch fermentation systems. ● The fed-batch mode was chosen for the study because most of the alcoholic fermentation industrial systems in Brazil operate with this methodology . ● The results were validated by: 1) Comparison with a handheld refractometer; 2) Comparison with the mathematical model. 7 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 2. Fermentation Monitoring and Modelling ● Monitoring and control focused on the maintenance of the adequate conditions for the microorganisms . ● It is based on the evaluation of the cells’ concentration . ● Many of the traditional measurements are usually based on manual time-consuming procedures , e.g: ● Counting with Neubauer chamber; ● Dry mass evaluation; ● Surface plating method to determine viable cell number. 8 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 2. Fermentation Monitoring and Modelling ● In most of the practical and industrial cases, the measurement and control are actually based on the quantification of a specific property , which may be either: ● Physical (e.g., variation of the medium’s refractive index, viscosity, or electrical conductivity); or ● Biochemical (concentration of proteins, carbohydrates, DNA or RNA, for example). These properties are posteriorly correlated to the concentration of cells by an appropriate model derived from the general fermentation reaction . 9 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 2. General Fermentation Reaction = Concentration of Cells - g·L −1 = Concentration of Substrate (e.g., Sucrose) - g·L −1 = Concentration of Product (e.g., Ethanol) - g·L −1 Autocatalytic Process 10 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 2. Fermentation Model Applied: Monod Equation Time from the Beginning of Fermentation - h = Specific Growth Rate - h −1 � = Constant of Maximum Specific Growth Rate - h −1 � = Monod Constant - g·L −1 � = Specific Product Formation Rate - h −1 �/� = Theoretical Yield of Product Formation per Cell Reproduction - g/g � = Product Formation Rate Not Associated to Cell Growth - h −1 � = Specific Substrate Comsumption Rate - h −1 �/� = Theoretical Yield of Cell Reproduction per Substrate Uptake - g/g � = Substrate Consumption Rate Associated to Metabolic Activities - h −1 11 ECSA-7 2020 – marcosoares.feq@gmail.com
University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices University of Campinas – UNICAMP, Laboratory of Photonic Materials and Devices Fujiwara et al. , Design and Application of Optical Fiber Sensors for Force Myography Soares et al. , Smartphone-Based Optical Fiber Sensor for the Assessment of a Fed-Batch Bioreactor 2. Fed-Batch Reactor ● On fed-batch operation mode, the reaction is started with: ● Initial concentrations , and , ( is usually zero); ● An initial volume of fermentation broth . A constant feed flow supplies the reactor with an aqueous solution of fresh substrate (feed solution concentration: ). 12 ECSA-7 2020 – marcosoares.feq@gmail.com
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